Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 4920 |
| Missing cells | 2326 |
| Missing cells (%) | 3.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 843.8 KiB |
| Average record size in memory | 175.6 B |
Variable types
| NUM | 13 |
|---|---|
| CAT | 2 |
Reproduction
| Analysis started | 2020-04-09 14:32:24.844864 |
|---|---|
| Analysis finished | 2020-04-09 14:33:39.078374 |
| Version | pandas-profiling v2.5.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
Country Code has a high cardinality: 82 distinct values | High cardinality |
Country Name has a high cardinality: 82 distinct values | High cardinality |
Country Name is highly correlated with Country Code | High Correlation |
Country Code is highly correlated with Country Name | High Correlation |
Air transport, freight (million ton-km) has 1688 (34.3%) missing values | Missing |
Cereal yield (kg per hectare) has 180 (3.7%) missing values | Missing |
GDP growth (annual %) has 98 (2.0%) missing values | Missing |
GDP per capita (constant 2010 US$) has 180 (3.7%) missing values | Missing |
Adjusted savings: education expenditure (% of GNI) has 180 (3.7%) missing values | Missing |
Net flows from UN agencies US$ has 1858 (37.8%) zeros | Zeros |
Mobile cellular subscriptions (per 100 people) has 2533 (51.5%) zeros | Zeros |
Year
Real number (ℝ≥0)
| Distinct count | 60 |
|---|---|
| Unique (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1989.5 |
|---|---|
| Minimum | 1960 |
| Maximum | 2019 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 38.5 KiB |
Quantile statistics
| Minimum | 1960 |
|---|---|
| 5-th percentile | 1962.95 |
| Q1 | 1974.75 |
| median | 1989.5 |
| Q3 | 2004.25 |
| 95-th percentile | 2016.05 |
| Maximum | 2019 |
| Range | 59 |
| Interquartile range (IQR) | 29.5 |
Descriptive statistics
| Standard deviation | 17.31986252 |
|---|---|
| Coefficient of variation (CV) | 0.008705635848 |
| Kurtosis | -1.200667431 |
| Mean | 1989.5 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 0 |
| Sum | 9788340 |
| Variance | 299.9776377 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1960. 1960.5 2018.5 2019. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2019 | 82 | 1.7% | |
| 2015 | 82 | 1.7% | |
| 2009 | 82 | 1.7% | |
| 2005 | 82 | 1.7% | |
| 2001 | 82 | 1.7% | |
| 1997 | 82 | 1.7% | |
| 1993 | 82 | 1.7% | |
| 1989 | 82 | 1.7% | |
| 1985 | 82 | 1.7% | |
| 1981 | 82 | 1.7% | |
| Other values (50) | 4100 | 83.3% |
| Value | Count | Frequency (%) | |
| 1960 | 82 | 1.7% | |
| 1961 | 82 | 1.7% | |
| 1962 | 82 | 1.7% | |
| 1963 | 82 | 1.7% | |
| 1964 | 82 | 1.7% |
| Value | Count | Frequency (%) | |
| 2019 | 82 | 1.7% | |
| 2018 | 82 | 1.7% | |
| 2017 | 82 | 1.7% | |
| 2016 | 82 | 1.7% | |
| 2015 | 82 | 1.7% |
| Distinct count | 82 |
|---|---|
| Unique (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.3 KiB |
| YEM | 60 |
|---|---|
| GIN | 60 |
| ZAF | 60 |
| BRA | 60 |
| TTO | 60 |
| Other values (77) |
| Value | Count | Frequency (%) | |
| YEM | 60 | 1.2% | |
| GIN | 60 | 1.2% | |
| ZAF | 60 | 1.2% | |
| BRA | 60 | 1.2% | |
| TTO | 60 | 1.2% | |
| DOM | 60 | 1.2% | |
| CHN | 60 | 1.2% | |
| GRL | 60 | 1.2% | |
| SPM | 60 | 1.2% | |
| NOR | 60 | 1.2% | |
| Other values (72) | 4320 | 87.8% |
Length
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Value | Count | Frequency (%) | |
| Uppercase_Letter | 25 | 100.0% |
| Value | Count | Frequency (%) | |
| Latin | 25 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 25 | 100.0% |
| Distinct count | 82 |
|---|---|
| Unique (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.3 KiB |
| Vanuatu | 60 |
|---|---|
| Trinidad and Tobago | 60 |
| Samoa | 60 |
| Hong Kong SAR, China | 60 |
| Senegal | 60 |
| Other values (77) |
| Value | Count | Frequency (%) | |
| Vanuatu | 60 | 1.2% | |
| Trinidad and Tobago | 60 | 1.2% | |
| Samoa | 60 | 1.2% | |
| Hong Kong SAR, China | 60 | 1.2% | |
| Senegal | 60 | 1.2% | |
| New Caledonia | 60 | 1.2% | |
| Russian Federation | 60 | 1.2% | |
| Iran, Islamic Rep. | 60 | 1.2% | |
| Morocco | 60 | 1.2% | |
| Haiti | 60 | 1.2% | |
| Other values (72) | 4320 | 87.8% |
Length
| Max length | 25 |
|---|---|
| Mean length | 9.804878049 |
| Min length | 4 |
| Value | Count | Frequency (%) | |
| Lowercase_Letter | 26 | 48.1% | |
| Uppercase_Letter | 23 | 42.6% | |
| Other_Punctuation | 2 | 3.7% | |
| Final_Punctuation | 1 | 1.9% | |
| Dash_Punctuation | 1 | 1.9% | |
| Space_Separator | 1 | 1.9% |
| Value | Count | Frequency (%) | |
| Latin | 49 | 90.7% | |
| Common | 5 | 9.3% |
| Value | Count | Frequency (%) | |
| ASCII | 53 | 98.1% | |
| Punctuation | 1 | 1.9% |
| Distinct count | 2244 |
|---|---|
| Unique (%) | 69.4% |
| Missing | 1688 |
| Missing (%) | 34.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1126.2264004977799 |
|---|---|
| Minimum | 0.0 |
| Maximum | 42985.29522 |
| Zeros | 31 |
| Zeros (%) | 0.6% |
| Memory size | 38.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.200000003 |
| Q1 | 4.699999809 |
| median | 58.09999847 |
| Q3 | 450.4790734 |
| 95-th percentile | 6260.061511 |
| Maximum | 42985.29522 |
| Range | 42985.29522 |
| Interquartile range (IQR) | 445.7790736 |
Descriptive statistics
| Standard deviation | 3842.346801 |
|---|---|
| Coefficient of variation (CV) | 3.411700169 |
| Kurtosis | 52.82780074 |
| Mean | 1126.2264 |
| Median Absolute Deviation (MAD) | 1656.215938 |
| Skewness | 6.574798613 |
| Sum | 3639963.726 |
| Variance | 14763628.94 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.100000002 | 77 | 1.6% | |
| 0.200000003 | 36 | 0.7% | |
| 0 | 31 | 0.6% | |
| 0.400000006 | 20 | 0.4% | |
| 1.899999976 | 17 | 0.3% | |
| 0.5 | 17 | 0.3% | |
| 1.200000048 | 15 | 0.3% | |
| 0.600000024 | 15 | 0.3% | |
| 0.800000012 | 15 | 0.3% | |
| 3 | 14 | 0.3% | |
| Other values (2234) | 2975 | 60.5% | |
| (Missing) | 1688 | 34.3% |
| Value | Count | Frequency (%) | |
| 0 | 31 | 0.6% | |
| 0.003641454 | 1 | < 0.1% | |
| 0.005467548 | 1 | < 0.1% | |
| 0.005484 | 2 | < 0.1% | |
| 0.007249968 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 42985.29522 | 1 | < 0.1% | |
| 41591.55177 | 1 | < 0.1% | |
| 40617.739 | 1 | < 0.1% | |
| 39881.895 | 1 | < 0.1% | |
| 39621.91354 | 1 | < 0.1% |
Arable land (hectares per person)
Real number (ℝ≥0)
| Distinct count | 4546 |
|---|---|
| Unique (%) | 92.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2803873166239837 |
|---|---|
| Minimum | 0.000408909 |
| Maximum | 3.4984320710000003 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 38.5 KiB |
Quantile statistics
| Minimum | 0.000408909 |
|---|---|
| 5-th percentile | 0.0178277015 |
| Q1 | 0.08329795375 |
| median | 0.1749054115 |
| Q3 | 0.3091584552 |
| 95-th percentile | 0.887812817 |
| Maximum | 3.498432071 |
| Range | 3.498023162 |
| Interquartile range (IQR) | 0.2258605015 |
Descriptive statistics
| Standard deviation | 0.4000240112 |
|---|---|
| Coefficient of variation (CV) | 1.426683689 |
| Kurtosis | 20.5626603 |
| Mean | 0.2803873166 |
| Median Absolute Deviation (MAD) | 0.2190572296 |
| Skewness | 4.092028687 |
| Sum | 1379.505598 |
| Variance | 0.1600192095 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[4.08909000e-04 4.32690500e-04 1.36650850e-03 7.51583150e-03 7.62456600e-03 ... 8.55993476e-01 8.87725730e-01 8.88937146e-01 2.27035335e+00 3.49843207e+00], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.887812817 | 33 | 0.7% | |
| 0.007518797 | 26 | 0.5% | |
| 0.237132251 | 4 | 0.1% | |
| 0.132205765 | 4 | 0.1% | |
| 0.155376857 | 4 | 0.1% | |
| 2.235400361 | 4 | 0.1% | |
| 0.129423765 | 2 | < 0.1% | |
| 0.21318447 | 2 | < 0.1% | |
| 0.069203927 | 2 | < 0.1% | |
| 0.195726221 | 2 | < 0.1% | |
| Other values (4536) | 4837 | 98.3% |
| Value | Count | Frequency (%) | |
| 0.000408909 | 1 | < 0.1% | |
| 0.000413826 | 1 | < 0.1% | |
| 0.000419131 | 1 | < 0.1% | |
| 0.000425164 | 1 | < 0.1% | |
| 0.000425351 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3.498432071 | 1 | < 0.1% | |
| 3.44658173 | 1 | < 0.1% | |
| 3.400051498 | 1 | < 0.1% | |
| 3.384163745 | 1 | < 0.1% | |
| 3.327256736 | 1 | < 0.1% |
| Distinct count | 4119 |
|---|---|
| Unique (%) | 86.9% |
| Missing | 180 |
| Missing (%) | 3.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2522.194603195612 |
|---|---|
| Minimum | 63.2 |
| Maximum | 28130.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 38.5 KiB |
Quantile statistics
| Minimum | 63.2 |
|---|---|
| 5-th percentile | 571.685 |
| Q1 | 1238.7 |
| median | 1959.35 |
| Q3 | 3245.025 |
| 95-th percentile | 6080.83996 |
| Maximum | 28130.1 |
| Range | 28066.9 |
| Interquartile range (IQR) | 2006.325 |
Descriptive statistics
| Standard deviation | 2078.448199 |
|---|---|
| Coefficient of variation (CV) | 0.8240633756 |
| Kurtosis | 32.39710646 |
| Mean | 2522.194603 |
| Median Absolute Deviation (MAD) | 1367.364517 |
| Skewness | 4.087334524 |
| Sum | 11955202.42 |
| Variance | 4319946.914 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1743.2 | 33 | 0.7% | |
| 1166.7 | 18 | 0.4% | |
| 500 | 16 | 0.3% | |
| 2000.4 | 12 | 0.2% | |
| 2791.8 | 6 | 0.1% | |
| 1000 | 6 | 0.1% | |
| 520 | 5 | 0.1% | |
| 2000 | 4 | 0.1% | |
| 1083.9 | 4 | 0.1% | |
| 1512.6 | 4 | 0.1% | |
| Other values (4109) | 4632 | 94.1% | |
| (Missing) | 180 | 3.7% |
| Value | Count | Frequency (%) | |
| 63.2 | 1 | < 0.1% | |
| 132.3 | 1 | < 0.1% | |
| 150.7 | 1 | < 0.1% | |
| 152.6 | 1 | < 0.1% | |
| 177.6 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 28130.1 | 1 | < 0.1% | |
| 26761.7 | 1 | < 0.1% | |
| 25717.34076 | 1 | < 0.1% | |
| 24758.59738 | 1 | < 0.1% | |
| 23576.3 | 1 | < 0.1% |
Food production index (2004-2006 = 100)
Real number (ℝ≥0)
| Distinct count | 3837 |
|---|---|
| Unique (%) | 78.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80.47576899095935 |
|---|---|
| Minimum | 4.07 |
| Maximum | 233.29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 38.5 KiB |
Quantile statistics
| Minimum | 4.07 |
|---|---|
| 5-th percentile | 25.2375 |
| Q1 | 52.98 |
| median | 83.69349589 |
| Q3 | 102.6325 |
| 95-th percentile | 135.655608 |
| Maximum | 233.29 |
| Range | 229.22 |
| Interquartile range (IQR) | 49.6525 |
Descriptive statistics
| Standard deviation | 34.55442795 |
|---|---|
| Coefficient of variation (CV) | 0.4293767973 |
| Kurtosis | 0.1466659244 |
| Mean | 80.47576899 |
| Median Absolute Deviation (MAD) | 28.13896148 |
| Skewness | 0.2374505009 |
| Sum | 395940.7834 |
| Variance | 1194.008491 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 4.07 13.1 20.18 39.995 84.735 ... 131.895 147.595 161.77 194.465 233.29 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 122.84 | 33 | 0.7% | |
| 98.03 | 7 | 0.1% | |
| 96.48 | 5 | 0.1% | |
| 81.15 | 5 | 0.1% | |
| 71.47 | 5 | 0.1% | |
| 104.21 | 5 | 0.1% | |
| 100.95 | 4 | 0.1% | |
| 99.06 | 4 | 0.1% | |
| 34.35 | 4 | 0.1% | |
| 103.51 | 4 | 0.1% | |
| Other values (3827) | 4844 | 98.5% |
| Value | Count | Frequency (%) | |
| 4.07 | 2 | < 0.1% | |
| 4.13 | 1 | < 0.1% | |
| 4.26 | 1 | < 0.1% | |
| 4.41 | 1 | < 0.1% | |
| 4.51 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 233.29 | 1 | < 0.1% | |
| 225.68 | 1 | < 0.1% | |
| 223.02 | 1 | < 0.1% | |
| 217.96 | 1 | < 0.1% | |
| 214.47 | 1 | < 0.1% |
| Distinct count | 4013 |
|---|---|
| Unique (%) | 83.2% |
| Missing | 98 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.879247839898797 |
|---|---|
| Minimum | -34.80863877 |
| Maximum | 81.88779671 |
| Zeros | 9 |
| Zeros (%) | 0.2% |
| Memory size | 38.5 KiB |
Quantile statistics
| Minimum | -34.80863877 |
|---|---|
| 5-th percentile | -3.910967458 |
| Q1 | 1.808638519 |
| median | 4.120806448 |
| Q3 | 6.500003872 |
| 95-th percentile | 11.56314972 |
| Maximum | 81.88779671 |
| Range | 116.6964355 |
| Interquartile range (IQR) | 4.691365353 |
Descriptive statistics
| Standard deviation | 6.172776567 |
|---|---|
| Coefficient of variation (CV) | 1.591230265 |
| Kurtosis | 21.3941554 |
| Mean | 3.87924784 |
| Median Absolute Deviation (MAD) | 3.682059996 |
| Skewness | -1.073579631 |
| Sum | 18705.73308 |
| Variance | 38.10317055 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 9.202676489 | 42 | 0.9% | |
| 6.547619053 | 36 | 0.7% | |
| -34.80863877 | 35 | 0.7% | |
| 6.29349386 | 32 | 0.7% | |
| 6.004178731 | 32 | 0.7% | |
| -2.999995642 | 31 | 0.6% | |
| 3.764443407 | 30 | 0.6% | |
| 3.299938845 | 28 | 0.6% | |
| 3.805855668 | 26 | 0.5% | |
| 5.069963948 | 26 | 0.5% | |
| Other values (4003) | 4504 | 91.5% | |
| (Missing) | 98 | 2.0% |
| Value | Count | Frequency (%) | |
| -34.80863877 | 35 | 0.7% | |
| -28.09997973 | 1 | < 0.1% | |
| -27.5264732 | 1 | < 0.1% | |
| -27.27 | 4 | 0.1% | |
| -26.47878886 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 81.88779671 | 1 | < 0.1% | |
| 66.21908378 | 1 | < 0.1% | |
| 64.08129419 | 1 | < 0.1% | |
| 41.67729234 | 1 | < 0.1% | |
| 35.88010245 | 1 | < 0.1% |
| Distinct count | 4019 |
|---|---|
| Unique (%) | 84.8% |
| Missing | 180 |
| Missing (%) | 3.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11061.44256718789 |
|---|---|
| Minimum | 132.3031881 |
| Maximum | 116232.75300000001 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 38.5 KiB |
Quantile statistics
| Minimum | 132.3031881 |
|---|---|
| 5-th percentile | 377.5082811 |
| Q1 | 1107.48193 |
| median | 2968.206356 |
| Q3 | 13857.13306 |
| 95-th percentile | 45809.00542 |
| Maximum | 116232.753 |
| Range | 116100.4498 |
| Interquartile range (IQR) | 12749.65113 |
Descriptive statistics
| Standard deviation | 17183.099 |
|---|---|
| Coefficient of variation (CV) | 1.553422973 |
| Kurtosis | 7.457664365 |
| Mean | 11061.44257 |
| Median Absolute Deviation (MAD) | 12195.74079 |
| Skewness | 2.508953798 |
| Sum | 52431237.77 |
| Variance | 295258891.3 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1325.675038 | 41 | 0.8% | |
| 2404.941914 | 34 | 0.7% | |
| 509.9874554 | 34 | 0.7% | |
| 1298.609031 | 31 | 0.6% | |
| 1001.407006 | 31 | 0.6% | |
| 9883.404239 | 30 | 0.6% | |
| 494.2807214 | 29 | 0.6% | |
| 513.1941514 | 27 | 0.5% | |
| 422.9592419 | 25 | 0.5% | |
| 377.5082811 | 25 | 0.5% | |
| Other values (4009) | 4433 | 90.1% | |
| (Missing) | 180 | 3.7% |
| Value | Count | Frequency (%) | |
| 132.3031881 | 2 | < 0.1% | |
| 141.2763632 | 2 | < 0.1% | |
| 142.3876738 | 2 | < 0.1% | |
| 144.9863117 | 1 | < 0.1% | |
| 150.7744946 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 116232.753 | 1 | < 0.1% | |
| 113095.3373 | 1 | < 0.1% | |
| 109318.6357 | 1 | < 0.1% | |
| 103766.654 | 1 | < 0.1% | |
| 103604.9068 | 16 | 0.3% |
| Distinct count | 2853 |
|---|---|
| Unique (%) | 58.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11466115.198174028 |
|---|---|
| Minimum | -12103673.93 |
| Maximum | 231800000.3 |
| Zeros | 1858 |
| Zeros (%) | 37.8% |
| Memory size | 38.5 KiB |
Quantile statistics
| Minimum | -12103673.93 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2040000.025 |
| Q3 | 11950315.43 |
| 95-th percentile | 52214499.27 |
| Maximum | 231800000.3 |
| Range | 243903674.2 |
| Interquartile range (IQR) | 11950315.43 |
Descriptive statistics
| Standard deviation | 23404737.68 |
|---|---|
| Coefficient of variation (CV) | 2.041209012 |
| Kurtosis | 19.87964151 |
| Mean | 11466115.2 |
| Median Absolute Deviation (MAD) | 13954478.97 |
| Skewness | 3.91369005 |
| Sum | 5.641328678e+10 |
| Variance | 5.477817457e+14 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-1.21036739e+07 -1.49999978e+05 -4.99999989e+03 4.99999989e+03 2.49999994e+04 ... 5.25649997e+07 6.74391869e+07 1.07220000e+08 1.45674998e+08 2.31800000e+08], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1858 | 37.8% | |
| 9999.999776 | 23 | 0.5% | |
| 19999.99955 | 17 | 0.3% | |
| 39999.99911 | 11 | 0.2% | |
| 50000.00075 | 6 | 0.1% | |
| 59999.99866 | 5 | 0.1% | |
| 29999.99933 | 4 | 0.1% | |
| 839999.9738 | 4 | 0.1% | |
| 119999.9973 | 3 | 0.1% | |
| 1990000.01 | 3 | 0.1% | |
| Other values (2843) | 2986 | 60.7% |
| Value | Count | Frequency (%) | |
| -12103673.93 | 1 | < 0.1% | |
| -189999.9532 | 1 | < 0.1% | |
| -110000.0031 | 1 | < 0.1% | |
| -89999.9961 | 1 | < 0.1% | |
| -69999.99654 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 231800000.3 | 1 | < 0.1% | |
| 216099996.3 | 1 | < 0.1% | |
| 202119997.4 | 1 | < 0.1% | |
| 199579997.5 | 1 | < 0.1% | |
| 194079996.2 | 1 | < 0.1% |
Life expectancy at birth, total (years)
Real number (ℝ≥0)
| Distinct count | 4462 |
|---|---|
| Unique (%) | 90.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.42258767606707 |
|---|---|
| Minimum | 18.907 |
| Maximum | 84.68048780000001 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 38.5 KiB |
Quantile statistics
| Minimum | 18.907 |
|---|---|
| 5-th percentile | 43.50375 |
| Q1 | 57.0875 |
| median | 66.5725 |
| Q3 | 73.02275 |
| 95-th percentile | 79.64165156 |
| Maximum | 84.6804878 |
| Range | 65.7734878 |
| Interquartile range (IQR) | 15.93525 |
Descriptive statistics
| Standard deviation | 11.20915017 |
|---|---|
| Coefficient of variation (CV) | 0.1739941002 |
| Kurtosis | -0.1634276092 |
| Mean | 64.42258768 |
| Median Absolute Deviation (MAD) | 9.174424937 |
| Skewness | -0.6532269751 |
| Sum | 316959.1314 |
| Variance | 125.6450476 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[18.907 32.1145 36.6575 43.1995 49.2395 ... 68.16334147 75.47873052 78.80170732 82.60902439 84.6804878 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 63.41463415 | 19 | 0.4% | |
| 72.57073171 | 4 | 0.1% | |
| 78.63414634 | 4 | 0.1% | |
| 72.43219512 | 4 | 0.1% | |
| 80.34390244 | 4 | 0.1% | |
| 68.231 | 3 | 0.1% | |
| 81.15609756 | 3 | 0.1% | |
| 76.43414634 | 3 | 0.1% | |
| 63.915 | 3 | 0.1% | |
| 80.99756098 | 3 | 0.1% | |
| Other values (4452) | 4870 | 99.0% |
| Value | Count | Frequency (%) | |
| 18.907 | 1 | < 0.1% | |
| 19.725 | 1 | < 0.1% | |
| 20.317 | 1 | < 0.1% | |
| 22.744 | 1 | < 0.1% | |
| 23.595 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 84.6804878 | 1 | < 0.1% | |
| 84.41719321 | 1 | < 0.1% | |
| 84.27804878 | 1 | < 0.1% | |
| 84.26553451 | 1 | < 0.1% | |
| 84.22682927 | 1 | < 0.1% |
| Distinct count | 2222 |
|---|---|
| Unique (%) | 45.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.30426673748496 |
|---|---|
| Minimum | 0.0 |
| Maximum | 269.9753789 |
| Zeros | 2533 |
| Zeros (%) | 51.5% |
| Memory size | 38.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 30.44611923 |
| 95-th percentile | 119.5103555 |
| Maximum | 269.9753789 |
| Range | 269.9753789 |
| Interquartile range (IQR) | 30.44611923 |
Descriptive statistics
| Standard deviation | 43.42740451 |
|---|---|
| Coefficient of variation (CV) | 1.786822247 |
| Kurtosis | 2.352470084 |
| Mean | 24.30426674 |
| Median Absolute Deviation (MAD) | 33.90628271 |
| Skewness | 1.774764492 |
| Sum | 119576.9923 |
| Variance | 1885.939462 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.00000000e+00 3.13500000e-05 1.70663150e-03 1.95403905e-02 1.03144484e-01 ... 8.16500322e+01 1.23115616e+02 1.57574905e+02 1.82495764e+02 2.69975379e+02], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 2533 | 51.5% | |
| 0.20003331 | 23 | 0.5% | |
| 2.117815497 | 8 | 0.2% | |
| 8.686735161 | 2 | < 0.1% | |
| 0.127477599 | 2 | < 0.1% | |
| 45.05678729 | 2 | < 0.1% | |
| 47.20970229 | 2 | < 0.1% | |
| 80.34784611 | 2 | < 0.1% | |
| 2.781872012 | 2 | < 0.1% | |
| 17.80689828 | 2 | < 0.1% | |
| Other values (2212) | 2342 | 47.6% |
| Value | Count | Frequency (%) | |
| 0 | 2533 | 51.5% | |
| 6.27e-05 | 2 | < 0.1% | |
| 0.000202709 | 1 | < 0.1% | |
| 0.000231516 | 1 | < 0.1% | |
| 0.000255894 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 269.9753789 | 1 | < 0.1% | |
| 251.7650057 | 1 | < 0.1% | |
| 248.1756094 | 1 | < 0.1% | |
| 242.7675438 | 1 | < 0.1% | |
| 239.4366561 | 1 | < 0.1% |
Population density (people per sq. km of land area)
Real number (ℝ≥0)
| Distinct count | 4598 |
|---|---|
| Unique (%) | 93.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 166.04292663114347 |
|---|---|
| Minimum | 0.098624524 |
| Maximum | 7096.190476000001 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 38.5 KiB |
Quantile statistics
| Minimum | 0.098624524 |
|---|---|
| 5-th percentile | 2.125141997 |
| Q1 | 15.06737122 |
| median | 44.30872288 |
| Q3 | 126.2241598 |
| 95-th percentile | 431.3567249 |
| Maximum | 7096.190476 |
| Range | 7096.091851 |
| Interquartile range (IQR) | 111.1567886 |
Descriptive statistics
| Standard deviation | 618.9281776 |
|---|---|
| Coefficient of variation (CV) | 3.727519083 |
| Kurtosis | 81.26953713 |
| Mean | 166.0429266 |
| Median Absolute Deviation (MAD) | 194.9035239 |
| Skewness | 8.76295495 |
| Sum | 816931.199 |
| Variance | 383072.089 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[9.86245240e-02 1.36113625e-01 1.38684371e-01 1.63447468e-01 6.41591570e-01 ... 6.12339448e+02 6.25730708e+02 1.23310529e+03 3.17318627e+03 7.09619048e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2.009235158 | 4 | 0.1% | |
| 9.883256547 | 4 | 0.1% | |
| 335.3482759 | 4 | 0.1% | |
| 70.33579208 | 4 | 0.1% | |
| 2.695952058 | 2 | < 0.1% | |
| 11.68062429 | 2 | < 0.1% | |
| 5.072338029 | 2 | < 0.1% | |
| 10.84374328 | 2 | < 0.1% | |
| 548.2 | 2 | < 0.1% | |
| 128.3366211 | 2 | < 0.1% | |
| Other values (4588) | 4892 | 99.4% |
| Value | Count | Frequency (%) | |
| 0.098624524 | 2 | < 0.1% | |
| 0.102429031 | 1 | < 0.1% | |
| 0.106526193 | 1 | < 0.1% | |
| 0.110038045 | 1 | < 0.1% | |
| 0.114720515 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7096.190476 | 1 | < 0.1% | |
| 7039.714286 | 1 | < 0.1% | |
| 7012.945042 | 1 | < 0.1% | |
| 6987.238095 | 1 | < 0.1% | |
| 6944.095238 | 1 | < 0.1% |
| Distinct count | 1424 |
|---|---|
| Unique (%) | 30.0% |
| Missing | 180 |
| Missing (%) | 3.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.833963513003164 |
|---|---|
| Minimum | 0.3 |
| Maximum | 68.15293 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 38.5 KiB |
Quantile statistics
| Minimum | 0.3 |
|---|---|
| 5-th percentile | 1.17996361 |
| Q1 | 2.3 |
| median | 3.6 |
| Q3 | 4.9 |
| 95-th percentile | 7.3400899 |
| Maximum | 68.15293 |
| Range | 67.85293 |
| Interquartile range (IQR) | 2.6 |
Descriptive statistics
| Standard deviation | 2.61597457 |
|---|---|
| Coefficient of variation (CV) | 0.6823159795 |
| Kurtosis | 182.2421634 |
| Mean | 3.833963513 |
| Median Absolute Deviation (MAD) | 1.590551322 |
| Skewness | 9.04544888 |
| Sum | 18172.98705 |
| Variance | 6.84332295 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 3.6 | 111 | 2.3% | |
| 1.8 | 93 | 1.9% | |
| 4.1 | 87 | 1.8% | |
| 5 | 71 | 1.4% | |
| 2.9 | 63 | 1.3% | |
| 3.9 | 60 | 1.2% | |
| 3.3 | 53 | 1.1% | |
| 6.9 | 50 | 1.0% | |
| 2.3 | 50 | 1.0% | |
| 1.46 | 50 | 1.0% | |
| Other values (1414) | 4052 | 82.4% | |
| (Missing) | 180 | 3.7% |
| Value | Count | Frequency (%) | |
| 0.3 | 1 | < 0.1% | |
| 0.345079976 | 1 | < 0.1% | |
| 0.3952019 | 1 | < 0.1% | |
| 0.4 | 1 | < 0.1% | |
| 0.41536646 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 68.15293 | 1 | < 0.1% | |
| 61.09475 | 1 | < 0.1% | |
| 57.30059 | 1 | < 0.1% | |
| 45.98960093 | 1 | < 0.1% | |
| 37.72159 | 1 | < 0.1% |
Rural population (% of total population)
Real number (ℝ≥0)
| Distinct count | 4495 |
|---|---|
| Unique (%) | 91.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.481205193865044 |
|---|---|
| Minimum | 0.0 |
| Maximum | 96.94 |
| Zeros | 27 |
| Zeros (%) | 0.5% |
| Memory size | 38.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 14.62365 |
| Q1 | 29.41225 |
| median | 53.7495 |
| Q3 | 74.6665 |
| 95-th percentile | 88.4172 |
| Maximum | 96.94 |
| Range | 96.94 |
| Interquartile range (IQR) | 45.25425 |
Descriptive statistics
| Standard deviation | 24.57168195 |
|---|---|
| Coefficient of variation (CV) | 0.4681996509 |
| Kurtosis | -1.165495114 |
| Mean | 52.48120519 |
| Median Absolute Deviation (MAD) | 21.2180731 |
| Skewness | -0.1057578402 |
| Sum | 258207.5296 |
| Variance | 603.7675539 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.00000e+00 1.05000e-02 5.64000e+00 6.45750e+00 1.18045e+01 ... 8.13770e+01 8.18110e+01 8.74660e+01 9.21570e+01 9.69400e+01], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 27 | 0.5% | |
| 78.8 | 10 | 0.2% | |
| 20.2 | 8 | 0.2% | |
| 82.816 | 5 | 0.1% | |
| 82.6 | 4 | 0.1% | |
| 22.325 | 4 | 0.1% | |
| 82.708 | 4 | 0.1% | |
| 24.839 | 3 | 0.1% | |
| 47.347 | 3 | 0.1% | |
| 59 | 3 | 0.1% | |
| Other values (4485) | 4849 | 98.6% |
| Value | Count | Frequency (%) | |
| 0 | 27 | 0.5% | |
| 0.021 | 1 | < 0.1% | |
| 0.168 | 1 | < 0.1% | |
| 0.483 | 1 | < 0.1% | |
| 0.906 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 96.94 | 1 | < 0.1% | |
| 96.903 | 1 | < 0.1% | |
| 96.866 | 1 | < 0.1% | |
| 96.829 | 1 | < 0.1% | |
| 96.682 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
First rows
| Year | Country Code | Country Name | Air transport, freight (million ton-km) | Arable land (hectares per person) | Cereal yield (kg per hectare) | Food production index (2004-2006 = 100) | GDP growth (annual %) | GDP per capita (constant 2010 US$) | Net flows from UN agencies US$ | Life expectancy at birth, total (years) | Mobile cellular subscriptions (per 100 people) | Population density (people per sq. km of land area) | Adjusted savings: education expenditure (% of GNI) | Rural population (% of total population) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1960 | ARE | United Arab Emirates | NaN | 0.049605 | 1166.7 | 4.07 | 16.526857 | 103604.9068 | 0.00000 | 51.537 | 0.200033 | 1.419262 | NaN | 26.500 |
| 1 | 1961 | ARE | United Arab Emirates | NaN | 0.049605 | 1166.7 | 4.07 | 16.526857 | 103604.9068 | 0.00000 | 52.560 | 0.200033 | 1.419262 | NaN | 25.617 |
| 2 | 1962 | ARE | United Arab Emirates | NaN | 0.044596 | 1166.7 | 4.13 | 16.526857 | 103604.9068 | 0.00000 | 53.573 | 0.200033 | 1.578682 | NaN | 24.752 |
| 3 | 1963 | ARE | United Arab Emirates | NaN | 0.039958 | 1166.7 | 4.26 | 16.526857 | 103604.9068 | 0.00000 | 54.572 | 0.200033 | 1.761898 | NaN | 23.907 |
| 4 | 1964 | ARE | United Arab Emirates | NaN | 0.036222 | 1166.7 | 4.41 | 16.526857 | 103604.9068 | 0.00000 | 55.555 | 0.200033 | 1.943664 | NaN | 23.081 |
| 5 | 1965 | ARE | United Arab Emirates | NaN | 0.033365 | 1166.7 | 4.51 | 16.526857 | 103604.9068 | 0.00000 | 56.523 | 0.200033 | 2.110068 | NaN | 22.277 |
| 6 | 1966 | ARE | United Arab Emirates | NaN | 0.037506 | 1166.7 | 4.64 | 16.526857 | 103604.9068 | 0.00000 | 57.482 | 0.200033 | 2.252549 | NaN | 21.492 |
| 7 | 1967 | ARE | United Arab Emirates | NaN | 0.035342 | 1166.7 | 4.79 | 16.526857 | 103604.9068 | 0.00000 | 58.432 | 0.200033 | 2.390467 | NaN | 20.728 |
| 8 | 1968 | ARE | United Arab Emirates | NaN | 0.032854 | 1166.7 | 4.99 | 16.526857 | 103604.9068 | 0.00000 | 59.375 | 0.200033 | 2.571487 | NaN | 20.200 |
| 9 | 1969 | ARE | United Arab Emirates | NaN | 0.029541 | 1166.7 | 5.29 | 16.526857 | 103604.9068 | 19999.99955 | 60.304 | 0.200033 | 2.859842 | NaN | 20.200 |
Last rows
| Year | Country Code | Country Name | Air transport, freight (million ton-km) | Arable land (hectares per person) | Cereal yield (kg per hectare) | Food production index (2004-2006 = 100) | GDP growth (annual %) | GDP per capita (constant 2010 US$) | Net flows from UN agencies US$ | Life expectancy at birth, total (years) | Mobile cellular subscriptions (per 100 people) | Population density (people per sq. km of land area) | Adjusted savings: education expenditure (% of GNI) | Rural population (% of total population) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4910 | 2010 | TWN | Taiwan | 17193.8774 | 0.080152 | 5524.900000 | 119.960000 | 10.636140 | 4550.453596 | 38390000.35 | 74.409000 | 62.755431 | 142.487740 | 1.79 | 50.774000 |
| 4911 | 2011 | TWN | Taiwan | 16764.8690 | 0.079248 | 5707.000000 | 123.390000 | 9.550914 | 4961.234689 | 52399999.98 | 74.708000 | 71.649451 | 143.172109 | 1.79 | 49.489000 |
| 4912 | 2012 | TWN | Taiwan | 15568.7530 | 0.078419 | 5825.200000 | 127.700000 | 7.859627 | 5325.160106 | 58384354.27 | 75.013000 | 80.346038 | 143.871390 | 1.79 | 48.235000 |
| 4913 | 2013 | TWN | Taiwan | 16053.7331 | 0.077885 | 5894.200000 | 129.790000 | 7.768615 | 5710.587873 | 39328122.38 | 75.321000 | 88.305749 | 144.583453 | 1.79 | 46.987000 |
| 4914 | 2014 | TWN | Taiwan | 17822.5810 | 0.077477 | 5891.900000 | 131.860000 | 7.299519 | 6096.487817 | 49705844.76 | 75.629000 | 91.899629 | 145.317352 | 1.79 | 45.741000 |
| 4915 | 2015 | TWN | Taiwan | 19805.6300 | 0.086784 | 5896.200000 | 135.910000 | 6.905317 | 6484.435948 | 55491829.93 | 75.928000 | 91.835388 | 146.057642 | 1.79 | 44.500000 |
| 4916 | 2016 | TWN | Taiwan | 21304.5851 | 0.086243 | 5980.900000 | 139.030000 | 6.736675 | 6883.895425 | 40237509.79 | 76.210000 | 96.526617 | 146.850678 | 1.79 | 43.264000 |
| 4917 | 2017 | TWN | Taiwan | 23323.6147 | 0.082047 | 6029.000000 | 133.913124 | 6.757008 | 7308.065366 | 34845905.54 | 76.470000 | 103.438421 | 147.674051 | 1.79 | 42.040000 |
| 4918 | 2018 | TWN | Taiwan | 25256.2071 | 0.084961 | 5943.541863 | 136.458211 | 6.566974 | 7752.559525 | 51592781.69 | 76.050480 | 115.525812 | 148.348833 | 1.79 | 40.848000 |
| 4919 | 2019 | TWN | Taiwan | NaN | 0.086075 | 5986.074230 | 137.968568 | 6.753894 | 7084.063711 | 0.00 | 76.262667 | 100.814841 | 147.211983 | 1.79 | 42.713022 |